Dataset statistics
| Number of variables | 27 |
|---|---|
| Number of observations | 160359 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 33.0 MiB |
| Average record size in memory | 216.0 B |
Variable types
| NUM | 23 |
|---|---|
| CAT | 3 |
| BOOL | 1 |
Reproduction
| Analysis started | 2020-07-21 22:56:18.338108 |
|---|---|
| Analysis finished | 2020-07-21 22:58:53.592348 |
| Duration | 2 minutes and 35.25 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
op_setting_2 is highly correlated with op_setting_1 and 10 other fields | High correlation |
op_setting_1 is highly correlated with op_setting_2 and 10 other fields | High correlation |
s1 is highly correlated with op_setting_1 and 13 other fields | High correlation |
s2 is highly correlated with op_setting_1 and 13 other fields | High correlation |
s3 is highly correlated with s1 and 15 other fields | High correlation |
s4 is highly correlated with op_setting_1 and 15 other fields | High correlation |
s5 is highly correlated with op_setting_1 and 13 other fields | High correlation |
s6 is highly correlated with op_setting_1 and 14 other fields | High correlation |
s7 is highly correlated with op_setting_1 and 14 other fields | High correlation |
s8 is highly correlated with s3 and 6 other fields | High correlation |
s9 is highly correlated with s1 and 15 other fields | High correlation |
s10 is highly correlated with op_setting_2 and 14 other fields | High correlation |
s11 is highly correlated with s2 and 8 other fields | High correlation |
s12 is highly correlated with op_setting_1 and 14 other fields | High correlation |
s13 is highly correlated with op_setting_3 and 2 other fields | High correlation |
op_setting_3 is highly correlated with s13 and 2 other fields | High correlation |
s14 is highly correlated with op_setting_3 and 5 other fields | High correlation |
s15 is highly correlated with s3 and 6 other fields | High correlation |
s16 is highly correlated with op_setting_1 and 8 other fields | High correlation |
s17 is highly correlated with s1 and 15 other fields | High correlation |
s18 is highly correlated with s3 and 6 other fields | High correlation |
s19 is highly correlated with op_setting_3 and 2 other fields | High correlation |
s20 is highly correlated with op_setting_1 and 14 other fields | High correlation |
s21 is highly correlated with op_setting_1 and 14 other fields | High correlation |
s19 is highly correlated with op_setting_3 | High correlation |
op_setting_3 is highly correlated with s19 | High correlation |
op_setting_2 has 13484 (8.4%) zeros | Zeros |
unit_number
Real number (ℝ≥0)
| Distinct count | 260 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 105.55375750659458 |
|---|---|
| Minimum | 1 |
| Maximum | 260 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 44 |
| median | 89 |
| Q3 | 164 |
| 95-th percentile | 237 |
| Maximum | 260 |
| Range | 259 |
| Interquartile range (IQR) | 120 |
Descriptive statistics
| Standard deviation | 72.86732493 |
|---|---|
| Coefficient of variation (CV) | 0.6903337849 |
| Kurtosis | -0.988565947 |
| Mean | 105.5537575 |
| Median Absolute Deviation (MAD) | 56 |
| Skewness | 0.4458773893 |
| Sum | 16926495 |
| Variance | 5309.647042 |
| Value | Count | Frequency (%) | |
| 96 | 1305 | 0.8% | |
| 88 | 1288 | 0.8% | |
| 10 | 1241 | 0.8% | |
| 55 | 1221 | 0.8% | |
| 94 | 1205 | 0.8% | |
| 18 | 1194 | 0.7% | |
| 9 | 1140 | 0.7% | |
| 34 | 1135 | 0.7% | |
| 71 | 1123 | 0.7% | |
| 2 | 1108 | 0.7% | |
| Other values (250) | 148399 | 92.5% |
| Value | Count | Frequency (%) | |
| 1 | 921 | 0.6% | |
| 2 | 1108 | 0.7% | |
| 3 | 914 | 0.6% | |
| 4 | 970 | 0.6% | |
| 5 | 829 | 0.5% |
| Value | Count | Frequency (%) | |
| 260 | 316 | 0.2% | |
| 259 | 205 | 0.1% | |
| 258 | 143 | 0.1% | |
| 257 | 309 | 0.2% | |
| 256 | 163 | 0.1% |
cycle_time
Real number (ℝ≥0)
| Distinct count | 543 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 123.33133781078705 |
|---|---|
| Minimum | 1 |
| Maximum | 543 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 57 |
| median | 114 |
| Q3 | 173 |
| 95-th percentile | 276 |
| Maximum | 543 |
| Range | 542 |
| Interquartile range (IQR) | 116 |
Descriptive statistics
| Standard deviation | 83.53814553 |
|---|---|
| Coefficient of variation (CV) | 0.6773472745 |
| Kurtosis | 0.8325328473 |
| Mean | 123.3313378 |
| Median Absolute Deviation (MAD) | 58 |
| Skewness | 0.8471574213 |
| Sum | 19777290 |
| Variance | 6978.621759 |
| Value | Count | Frequency (%) | |
| 60 | 709 | 0.4% | |
| 64 | 709 | 0.4% | |
| 74 | 709 | 0.4% | |
| 73 | 709 | 0.4% | |
| 72 | 709 | 0.4% | |
| 71 | 709 | 0.4% | |
| 70 | 709 | 0.4% | |
| 69 | 709 | 0.4% | |
| 68 | 709 | 0.4% | |
| 67 | 709 | 0.4% | |
| Other values (533) | 153269 | 95.6% |
| Value | Count | Frequency (%) | |
| 1 | 709 | 0.4% | |
| 2 | 709 | 0.4% | |
| 3 | 709 | 0.4% | |
| 4 | 709 | 0.4% | |
| 5 | 709 | 0.4% |
| Value | Count | Frequency (%) | |
| 543 | 1 | < 0.1% | |
| 542 | 1 | < 0.1% | |
| 541 | 1 | < 0.1% | |
| 540 | 1 | < 0.1% | |
| 539 | 1 | < 0.1% |
| Distinct count | 670 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.21197310783928 |
|---|---|
| Minimum | -0.0087 |
| Maximum | 42.008 |
| Zeros | 1133 |
| Zeros (%) | 0.7% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | -0.0087 |
|---|---|
| 5-th percentile | -0.002 |
| Q1 | 0.0013 |
| median | 19.9981 |
| Q3 | 35.0015 |
| 95-th percentile | 42.0052 |
| Maximum | 42.008 |
| Range | 42.0167 |
| Interquartile range (IQR) | 35.0002 |
Descriptive statistics
| Standard deviation | 16.52798837 |
|---|---|
| Coefficient of variation (CV) | 0.9602611081 |
| Kurtosis | -1.476667288 |
| Mean | 17.21197311 |
| Median Absolute Deviation (MAD) | 19.9959 |
| Skewness | 0.3026356858 |
| Sum | 2760094.796 |
| Variance | 273.1743996 |
| Value | Count | Frequency (%) | |
| 0.0004 | 1465 | 0.9% | |
| 0.0002 | 1441 | 0.9% | |
| 0.0001 | 1414 | 0.9% | |
| 0.0005 | 1410 | 0.9% | |
| 0.0006 | 1409 | 0.9% | |
| 0.0007 | 1383 | 0.9% | |
| 0.0003 | 1373 | 0.9% | |
| 0.0009 | 1339 | 0.8% | |
| 0.0008 | 1312 | 0.8% | |
| 0.001 | 1290 | 0.8% | |
| Other values (660) | 146523 | 91.4% |
| Value | Count | Frequency (%) | |
| -0.0087 | 1 | < 0.1% | |
| -0.0086 | 2 | < 0.1% | |
| -0.0085 | 1 | < 0.1% | |
| -0.0084 | 1 | < 0.1% | |
| -0.0082 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 42.008 | 139 | 0.1% | |
| 42.0079 | 306 | 0.2% | |
| 42.0078 | 295 | 0.2% | |
| 42.0077 | 299 | 0.2% | |
| 42.0076 | 287 | 0.2% |
| Distinct count | 111 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.41000366053667087 |
|---|---|
| Minimum | -0.0006 |
| Maximum | 0.8420000000000001 |
| Zeros | 13484 |
| Zeros (%) | 8.4% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | -0.0006 |
|---|---|
| 5-th percentile | -0.0003 |
| Q1 | 0.0002 |
| median | 0.62 |
| Q3 | 0.84 |
| 95-th percentile | 0.8413 |
| Maximum | 0.842 |
| Range | 0.8426 |
| Interquartile range (IQR) | 0.8398 |
Descriptive statistics
| Standard deviation | 0.367938243 |
|---|---|
| Coefficient of variation (CV) | 0.8974023366 |
| Kurtosis | -1.803435447 |
| Mean | 0.4100036605 |
| Median Absolute Deviation (MAD) | 0.222 |
| Skewness | -0.01587502946 |
| Sum | 65747.777 |
| Variance | 0.1353785506 |
| Value | Count | Frequency (%) | |
| 0.84 | 23617 | 14.7% | |
| 0 | 13484 | 8.4% | |
| 0.25 | 8824 | 5.5% | |
| 0.62 | 8811 | 5.5% | |
| 0.7 | 8731 | 5.4% | |
| 0.0003 | 4963 | 3.1% | |
| 0.0001 | 4956 | 3.1% | |
| 0.0002 | 4947 | 3.1% | |
| 0.0004 | 4891 | 3.1% | |
| -0.0003 | 4610 | 2.9% | |
| Other values (101) | 72525 | 45.2% |
| Value | Count | Frequency (%) | |
| -0.0006 | 62 | < 0.1% | |
| -0.0005 | 2105 | 1.3% | |
| -0.0004 | 4465 | 2.8% | |
| -0.0003 | 4610 | 2.9% | |
| -0.0002 | 4580 | 2.9% |
| Value | Count | Frequency (%) | |
| 0.842 | 589 | 0.4% | |
| 0.8419 | 1086 | 0.7% | |
| 0.8418 | 1146 | 0.7% | |
| 0.8417 | 1079 | 0.7% | |
| 0.8416 | 1175 | 0.7% |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.2 MiB |
| 100 | |
|---|---|
| 60 | 17141 |
| Value | Count | Frequency (%) | |
| 100 | 143218 | 89.3% | |
| 60 | 17141 | 10.7% |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.893108588 |
| Min length | 4 |
| Distinct count | 6 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 485.8408900030557 |
|---|---|
| Minimum | 445.0 |
| Maximum | 518.67 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 445 |
|---|---|
| 5-th percentile | 445 |
| Q1 | 449.44 |
| median | 489.05 |
| Q3 | 518.67 |
| 95-th percentile | 518.67 |
| Maximum | 518.67 |
| Range | 73.67 |
| Interquartile range (IQR) | 69.23 |
Descriptive statistics
| Standard deviation | 30.42038815 |
|---|---|
| Coefficient of variation (CV) | 0.06261389021 |
| Kurtosis | -1.628882978 |
| Mean | 485.84089 |
| Median Absolute Deviation (MAD) | 29.62 |
| Skewness | -0.1755897193 |
| Sum | 77908959.28 |
| Variance | 925.4000151 |
| Value | Count | Frequency (%) | |
| 518.67 | 62633 | 39.1% | |
| 445 | 28853 | 18.0% | |
| 489.05 | 17320 | 10.8% | |
| 491.19 | 17213 | 10.7% | |
| 449.44 | 17199 | 10.7% | |
| 462.54 | 17141 | 10.7% |
| Value | Count | Frequency (%) | |
| 445 | 28853 | 18.0% | |
| 449.44 | 17199 | 10.7% | |
| 462.54 | 17141 | 10.7% | |
| 489.05 | 17320 | 10.8% | |
| 491.19 | 17213 | 10.7% |
| Value | Count | Frequency (%) | |
| 518.67 | 62633 | 39.1% | |
| 491.19 | 17213 | 10.7% | |
| 489.05 | 17320 | 10.8% | |
| 462.54 | 17141 | 10.7% | |
| 449.44 | 17199 | 10.7% |
| Distinct count | 1799 |
|---|---|
| Unique (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 597.3610217699038 |
|---|---|
| Minimum | 535.48 |
| Maximum | 645.11 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 535.48 |
|---|---|
| 5-th percentile | 536.76 |
| Q1 | 549.96 |
| median | 605.93 |
| Q3 | 642.34 |
| 95-th percentile | 643.18 |
| Maximum | 645.11 |
| Range | 109.63 |
| Interquartile range (IQR) | 92.38 |
Descriptive statistics
| Standard deviation | 42.47851647 |
|---|---|
| Coefficient of variation (CV) | 0.07111029163 |
| Kurtosis | -1.668798013 |
| Mean | 597.3610218 |
| Median Absolute Deviation (MAD) | 36.94 |
| Skewness | -0.1943949434 |
| Sum | 95792216.09 |
| Variance | 1804.424361 |
| Value | Count | Frequency (%) | |
| 642.53 | 508 | 0.3% | |
| 642.39 | 507 | 0.3% | |
| 642.5 | 505 | 0.3% | |
| 642.37 | 504 | 0.3% | |
| 642.49 | 493 | 0.3% | |
| 642.44 | 493 | 0.3% | |
| 642.45 | 493 | 0.3% | |
| 642.3 | 491 | 0.3% | |
| 642.56 | 490 | 0.3% | |
| 642.27 | 487 | 0.3% | |
| Other values (1789) | 155388 | 96.9% |
| Value | Count | Frequency (%) | |
| 535.48 | 2 | < 0.1% | |
| 535.51 | 1 | < 0.1% | |
| 535.53 | 1 | < 0.1% | |
| 535.56 | 1 | < 0.1% | |
| 535.58 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 645.11 | 1 | < 0.1% | |
| 644.71 | 1 | < 0.1% | |
| 644.53 | 2 | < 0.1% | |
| 644.52 | 1 | < 0.1% | |
| 644.5 | 1 | < 0.1% |
| Distinct count | 15377 |
|---|---|
| Unique (%) | 9.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1467.0356527541328 |
|---|---|
| Minimum | 1242.67 |
| Maximum | 1616.91 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 1242.67 |
|---|---|
| 5-th percentile | 1261.009 |
| Q1 | 1357.36 |
| median | 1492.81 |
| Q3 | 1586.59 |
| 95-th percentile | 1596.99 |
| Maximum | 1616.91 |
| Range | 374.24 |
| Interquartile range (IQR) | 229.23 |
Descriptive statistics
| Standard deviation | 118.1752606 |
|---|---|
| Coefficient of variation (CV) | 0.08055377545 |
| Kurtosis | -1.348230086 |
| Mean | 1467.035653 |
| Median Absolute Deviation (MAD) | 100.22 |
| Skewness | -0.3533425157 |
| Sum | 235252370.2 |
| Variance | 13965.39221 |
| Value | Count | Frequency (%) | |
| 1589.06 | 61 | < 0.1% | |
| 1590.1 | 57 | < 0.1% | |
| 1585.93 | 55 | < 0.1% | |
| 1589.55 | 54 | < 0.1% | |
| 1586.49 | 53 | < 0.1% | |
| 1587.86 | 53 | < 0.1% | |
| 1589.57 | 52 | < 0.1% | |
| 1588.28 | 52 | < 0.1% | |
| 1586.23 | 51 | < 0.1% | |
| 1587.15 | 51 | < 0.1% | |
| Other values (15367) | 159820 | 99.7% |
| Value | Count | Frequency (%) | |
| 1242.67 | 1 | < 0.1% | |
| 1242.98 | 1 | < 0.1% | |
| 1243.28 | 1 | < 0.1% | |
| 1243.51 | 1 | < 0.1% | |
| 1243.62 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1616.91 | 1 | < 0.1% | |
| 1615.39 | 2 | < 0.1% | |
| 1615.01 | 1 | < 0.1% | |
| 1614.93 | 1 | < 0.1% | |
| 1614.72 | 1 | < 0.1% |
| Distinct count | 20582 |
|---|---|
| Unique (%) | 12.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1260.9564343130103 |
|---|---|
| Minimum | 1023.77 |
| Maximum | 1441.49 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 1023.77 |
|---|---|
| 5-th percentile | 1047.35 |
| Q1 | 1126.83 |
| median | 1271.74 |
| Q3 | 1402.2 |
| 95-th percentile | 1418.41 |
| Maximum | 1441.49 |
| Range | 417.72 |
| Interquartile range (IQR) | 275.37 |
Descriptive statistics
| Standard deviation | 136.3000728 |
|---|---|
| Coefficient of variation (CV) | 0.1080926105 |
| Kurtosis | -1.567224122 |
| Mean | 1260.956434 |
| Median Absolute Deviation (MAD) | 136.35 |
| Skewness | -0.1917854736 |
| Sum | 202205712.9 |
| Variance | 18577.70984 |
| Value | Count | Frequency (%) | |
| 1401.99 | 41 | < 0.1% | |
| 1408.61 | 39 | < 0.1% | |
| 1406.56 | 39 | < 0.1% | |
| 1402.89 | 39 | < 0.1% | |
| 1398.67 | 39 | < 0.1% | |
| 1403.72 | 39 | < 0.1% | |
| 1403.75 | 38 | < 0.1% | |
| 1402.96 | 38 | < 0.1% | |
| 1401.08 | 38 | < 0.1% | |
| 1398.12 | 38 | < 0.1% | |
| Other values (20572) | 159971 | 99.8% |
| Value | Count | Frequency (%) | |
| 1023.77 | 1 | < 0.1% | |
| 1024.42 | 1 | < 0.1% | |
| 1025.52 | 1 | < 0.1% | |
| 1025.75 | 1 | < 0.1% | |
| 1025.96 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1441.49 | 1 | < 0.1% | |
| 1441.16 | 1 | < 0.1% | |
| 1440.77 | 1 | < 0.1% | |
| 1439.98 | 1 | < 0.1% | |
| 1439.48 | 1 | < 0.1% |
| Distinct count | 6 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.894999407579244 |
|---|---|
| Minimum | 3.91 |
| Maximum | 14.62 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 3.91 |
|---|---|
| 5-th percentile | 3.91 |
| Q1 | 5.48 |
| median | 9.35 |
| Q3 | 14.62 |
| 95-th percentile | 14.62 |
| Maximum | 14.62 |
| Range | 10.71 |
| Interquartile range (IQR) | 9.14 |
Descriptive statistics
| Standard deviation | 4.265554481 |
|---|---|
| Coefficient of variation (CV) | 0.4310818329 |
| Kurtosis | -1.57026665 |
| Mean | 9.894999408 |
| Median Absolute Deviation (MAD) | 5.27 |
| Skewness | -0.1166639033 |
| Sum | 1586752.21 |
| Variance | 18.19495503 |
| Value | Count | Frequency (%) | |
| 14.62 | 62633 | 39.1% | |
| 3.91 | 28853 | 18.0% | |
| 10.52 | 17320 | 10.8% | |
| 9.35 | 17213 | 10.7% | |
| 5.48 | 17199 | 10.7% | |
| 7.05 | 17141 | 10.7% |
| Value | Count | Frequency (%) | |
| 3.91 | 28853 | 18.0% | |
| 5.48 | 17199 | 10.7% | |
| 7.05 | 17141 | 10.7% | |
| 9.35 | 17213 | 10.7% | |
| 10.52 | 17320 | 10.8% |
| Value | Count | Frequency (%) | |
| 14.62 | 62633 | 39.1% | |
| 10.52 | 17320 | 10.8% | |
| 9.35 | 17213 | 10.7% | |
| 7.05 | 17141 | 10.7% | |
| 5.48 | 17199 | 10.7% |
| Distinct count | 56 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.424935301417445 |
|---|---|
| Minimum | 5.67 |
| Maximum | 21.61 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 5.67 |
|---|---|
| 5-th percentile | 5.71 |
| Q1 | 8 |
| median | 13.66 |
| Q3 | 21.61 |
| 95-th percentile | 21.61 |
| Maximum | 21.61 |
| Range | 15.94 |
| Interquartile range (IQR) | 13.61 |
Descriptive statistics
| Standard deviation | 6.443922376 |
|---|---|
| Coefficient of variation (CV) | 0.4467210592 |
| Kurtosis | -1.638001397 |
| Mean | 14.4249353 |
| Median Absolute Deviation (MAD) | 7.93 |
| Skewness | -0.0742543589 |
| Sum | 2313168.2 |
| Variance | 41.52413559 |
| Value | Count | Frequency (%) | |
| 21.61 | 45423 | 28.3% | |
| 8 | 12991 | 8.1% | |
| 5.72 | 12532 | 7.8% | |
| 5.71 | 11336 | 7.1% | |
| 9.03 | 9894 | 6.2% | |
| 15.49 | 9219 | 5.7% | |
| 13.66 | 8570 | 5.3% | |
| 21.6 | 5450 | 3.4% | |
| 13.65 | 4924 | 3.1% | |
| 15.5 | 4259 | 2.7% | |
| Other values (46) | 35761 | 22.3% |
| Value | Count | Frequency (%) | |
| 5.67 | 4 | < 0.1% | |
| 5.68 | 195 | 0.1% | |
| 5.69 | 2319 | 1.4% | |
| 5.7 | 2467 | 1.5% | |
| 5.71 | 11336 | 7.1% |
| Value | Count | Frequency (%) | |
| 21.61 | 45423 | 28.3% | |
| 21.6 | 5450 | 3.4% | |
| 21.59 | 2659 | 1.7% | |
| 21.58 | 4028 | 2.5% | |
| 21.57 | 3880 | 2.4% |
| Distinct count | 6311 |
|---|---|
| Unique (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 359.7299676351188 |
|---|---|
| Minimum | 136.17 |
| Maximum | 570.81 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 136.17 |
|---|---|
| 5-th percentile | 138.37 |
| Q1 | 175.71 |
| median | 341.69 |
| Q3 | 553.29 |
| 95-th percentile | 556.26 |
| Maximum | 570.81 |
| Range | 434.64 |
| Interquartile range (IQR) | 377.58 |
Descriptive statistics
| Standard deviation | 174.133835 |
|---|---|
| Coefficient of variation (CV) | 0.4840681919 |
| Kurtosis | -1.703357546 |
| Mean | 359.7299676 |
| Median Absolute Deviation (MAD) | 202.86 |
| Skewness | -0.03923754329 |
| Sum | 57685937.88 |
| Variance | 30322.5925 |
| Value | Count | Frequency (%) | |
| 138.61 | 258 | 0.2% | |
| 553.76 | 257 | 0.2% | |
| 553.58 | 255 | 0.2% | |
| 553.9 | 252 | 0.2% | |
| 553.72 | 247 | 0.2% | |
| 553.62 | 247 | 0.2% | |
| 553.54 | 244 | 0.2% | |
| 553.91 | 243 | 0.2% | |
| 553.47 | 239 | 0.1% | |
| 553.56 | 239 | 0.1% | |
| Other values (6301) | 157878 | 98.5% |
| Value | Count | Frequency (%) | |
| 136.17 | 1 | < 0.1% | |
| 136.31 | 1 | < 0.1% | |
| 136.38 | 1 | < 0.1% | |
| 136.43 | 1 | < 0.1% | |
| 136.45 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 570.81 | 1 | < 0.1% | |
| 570.49 | 1 | < 0.1% | |
| 570.23 | 1 | < 0.1% | |
| 570.22 | 1 | < 0.1% | |
| 570 | 1 | < 0.1% |
| Distinct count | 1163 |
|---|---|
| Unique (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2273.829706969986 |
|---|---|
| Minimum | 1914.72 |
| Maximum | 2388.64 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 1914.72 |
|---|---|
| 5-th percentile | 1915.36 |
| Q1 | 2212.12 |
| median | 2319.37 |
| Q3 | 2388.05 |
| 95-th percentile | 2388.19 |
| Maximum | 2388.64 |
| Range | 473.92 |
| Interquartile range (IQR) | 175.93 |
Descriptive statistics
| Standard deviation | 142.4266133 |
|---|---|
| Coefficient of variation (CV) | 0.0626373263 |
| Kurtosis | 1.459525482 |
| Mean | 2273.829707 |
| Median Absolute Deviation (MAD) | 68.77 |
| Skewness | -1.513315638 |
| Sum | 364629058 |
| Variance | 20285.34018 |
| Value | Count | Frequency (%) | |
| 2388.08 | 2949 | 1.8% | |
| 2388.09 | 2944 | 1.8% | |
| 2388.07 | 2935 | 1.8% | |
| 2388.1 | 2857 | 1.8% | |
| 2388.06 | 2841 | 1.8% | |
| 2388.05 | 2822 | 1.8% | |
| 2388.11 | 2788 | 1.7% | |
| 2388.04 | 2688 | 1.7% | |
| 2388.12 | 2686 | 1.7% | |
| 2388.13 | 2535 | 1.6% | |
| Other values (1153) | 132314 | 82.5% |
| Value | Count | Frequency (%) | |
| 1914.72 | 1 | < 0.1% | |
| 1914.77 | 1 | < 0.1% | |
| 1914.78 | 1 | < 0.1% | |
| 1914.79 | 2 | < 0.1% | |
| 1914.8 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2388.64 | 1 | < 0.1% | |
| 2388.6 | 5 | < 0.1% | |
| 2388.59 | 9 | < 0.1% | |
| 2388.58 | 6 | < 0.1% | |
| 2388.57 | 5 | < 0.1% |
| Distinct count | 34161 |
|---|---|
| Unique (%) | 21.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8677.553696019555 |
|---|---|
| Minimum | 7984.51 |
| Maximum | 9244.59 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 7984.51 |
|---|---|
| 5-th percentile | 8011.48 |
| Q1 | 8334.77 |
| median | 8764.2 |
| Q3 | 9055.85 |
| 95-th percentile | 9081.91 |
| Maximum | 9244.59 |
| Range | 1260.08 |
| Interquartile range (IQR) | 721.08 |
Descriptive statistics
| Standard deviation | 374.6574536 |
|---|---|
| Coefficient of variation (CV) | 0.04317546935 |
| Kurtosis | -1.300061206 |
| Mean | 8677.553696 |
| Median Absolute Deviation (MAD) | 304.12 |
| Skewness | -0.3722038082 |
| Sum | 1391523833 |
| Variance | 140368.2076 |
| Value | Count | Frequency (%) | |
| 9063.22 | 37 | < 0.1% | |
| 9058.88 | 35 | < 0.1% | |
| 9057.55 | 34 | < 0.1% | |
| 9055.79 | 33 | < 0.1% | |
| 9052.98 | 33 | < 0.1% | |
| 9064.48 | 33 | < 0.1% | |
| 9056.38 | 33 | < 0.1% | |
| 9061.31 | 32 | < 0.1% | |
| 9057.02 | 32 | < 0.1% | |
| 9064.79 | 32 | < 0.1% | |
| Other values (34151) | 160025 | 99.8% |
| Value | Count | Frequency (%) | |
| 7984.51 | 1 | < 0.1% | |
| 7984.59 | 1 | < 0.1% | |
| 7985.18 | 1 | < 0.1% | |
| 7985.56 | 1 | < 0.1% | |
| 7986.72 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 9244.59 | 1 | < 0.1% | |
| 9239.76 | 1 | < 0.1% | |
| 9234.35 | 1 | < 0.1% | |
| 9228.91 | 1 | < 0.1% | |
| 9228.53 | 1 | < 0.1% |
| Distinct count | 21 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1537048123273403 |
|---|---|
| Minimum | 0.93 |
| Maximum | 1.32 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 0.93 |
|---|---|
| 5-th percentile | 0.94 |
| Q1 | 1.02 |
| median | 1.09 |
| Q3 | 1.3 |
| 95-th percentile | 1.3 |
| Maximum | 1.32 |
| Range | 0.39 |
| Interquartile range (IQR) | 0.28 |
Descriptive statistics
| Standard deviation | 0.1421029466 |
|---|---|
| Coefficient of variation (CV) | 0.123170975 |
| Kurtosis | -1.744087099 |
| Mean | 1.153704812 |
| Median Absolute Deviation (MAD) | 0.16 |
| Skewness | -0.1343680262 |
| Sum | 185006.95 |
| Variance | 0.02019324743 |
| Value | Count | Frequency (%) | |
| 1.3 | 58624 | 36.6% | |
| 1.02 | 38930 | 24.3% | |
| 0.94 | 16770 | 10.5% | |
| 1.26 | 16383 | 10.2% | |
| 1.08 | 12257 | 7.6% | |
| 1.03 | 4651 | 2.9% | |
| 1.07 | 4325 | 2.7% | |
| 1.31 | 3778 | 2.4% | |
| 1.04 | 1227 | 0.8% | |
| 1.01 | 794 | 0.5% | |
| Other values (11) | 2620 | 1.6% |
| Value | Count | Frequency (%) | |
| 0.93 | 347 | 0.2% | |
| 0.94 | 16770 | 10.5% | |
| 0.95 | 24 | < 0.1% | |
| 1.01 | 794 | 0.5% | |
| 1.02 | 38930 | 24.3% |
| Value | Count | Frequency (%) | |
| 1.32 | 215 | 0.1% | |
| 1.31 | 3778 | 2.4% | |
| 1.3 | 58624 | 36.6% | |
| 1.29 | 16 | < 0.1% | |
| 1.28 | 5 | < 0.1% |
| Distinct count | 771 |
|---|---|
| Unique (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.21204940165503 |
|---|---|
| Minimum | 36.04 |
| Maximum | 48.53 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 36.04 |
|---|---|
| 5-th percentile | 36.71 |
| Q1 | 42.01 |
| median | 44.93 |
| Q3 | 47.34 |
| 95-th percentile | 47.83 |
| Maximum | 48.53 |
| Range | 12.49 |
| Interquartile range (IQR) | 5.33 |
Descriptive statistics
| Standard deviation | 3.426342183 |
|---|---|
| Coefficient of variation (CV) | 0.07749792713 |
| Kurtosis | -0.1772750161 |
| Mean | 44.2120494 |
| Median Absolute Deviation (MAD) | 2.61 |
| Skewness | -0.8376560865 |
| Sum | 7089800.03 |
| Variance | 11.73982075 |
| Value | Count | Frequency (%) | |
| 47.34 | 902 | 0.6% | |
| 47.38 | 878 | 0.5% | |
| 47.45 | 878 | 0.5% | |
| 47.3 | 864 | 0.5% | |
| 47.48 | 853 | 0.5% | |
| 47.43 | 847 | 0.5% | |
| 47.36 | 847 | 0.5% | |
| 47.29 | 843 | 0.5% | |
| 47.37 | 843 | 0.5% | |
| 47.28 | 842 | 0.5% | |
| Other values (761) | 151762 | 94.6% |
| Value | Count | Frequency (%) | |
| 36.04 | 1 | < 0.1% | |
| 36.07 | 1 | < 0.1% | |
| 36.08 | 1 | < 0.1% | |
| 36.1 | 2 | < 0.1% | |
| 36.11 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 48.53 | 1 | < 0.1% | |
| 48.52 | 1 | < 0.1% | |
| 48.51 | 1 | < 0.1% | |
| 48.48 | 1 | < 0.1% | |
| 48.44 | 2 | < 0.1% |
| Distinct count | 5982 |
|---|---|
| Unique (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 338.789820590051 |
|---|---|
| Minimum | 128.31 |
| Maximum | 537.49 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 128.31 |
|---|---|
| 5-th percentile | 130.35 |
| Q1 | 164.79 |
| median | 321.69 |
| Q3 | 521.34 |
| 95-th percentile | 524.05 |
| Maximum | 537.49 |
| Range | 409.18 |
| Interquartile range (IQR) | 356.55 |
Descriptive statistics
| Standard deviation | 164.1934804 |
|---|---|
| Coefficient of variation (CV) | 0.4846470303 |
| Kurtosis | -1.703998573 |
| Mean | 338.7898206 |
| Median Absolute Deviation (MAD) | 190.99 |
| Skewness | -0.03864897321 |
| Sum | 54327996.84 |
| Variance | 26959.49902 |
| Value | Count | Frequency (%) | |
| 521.69 | 302 | 0.2% | |
| 130.56 | 301 | 0.2% | |
| 130.57 | 299 | 0.2% | |
| 521.46 | 295 | 0.2% | |
| 130.65 | 294 | 0.2% | |
| 521.42 | 288 | 0.2% | |
| 130.52 | 288 | 0.2% | |
| 130.54 | 283 | 0.2% | |
| 521.73 | 283 | 0.2% | |
| 521.66 | 283 | 0.2% | |
| Other values (5972) | 157443 | 98.2% |
| Value | Count | Frequency (%) | |
| 128.31 | 1 | < 0.1% | |
| 128.45 | 1 | < 0.1% | |
| 128.46 | 1 | < 0.1% | |
| 128.54 | 2 | < 0.1% | |
| 128.56 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 537.49 | 1 | < 0.1% | |
| 537.4 | 1 | < 0.1% | |
| 537.35 | 1 | < 0.1% | |
| 537.3 | 1 | < 0.1% | |
| 537.11 | 1 | < 0.1% |
| Distinct count | 567 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2349.6452429860497 |
|---|---|
| Minimum | 2027.57 |
| Maximum | 2390.49 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 2027.57 |
|---|---|
| 5-th percentile | 2028.25 |
| Q1 | 2387.97 |
| median | 2388.07 |
| Q3 | 2388.16 |
| 95-th percentile | 2388.4 |
| Maximum | 2390.49 |
| Range | 362.92 |
| Interquartile range (IQR) | 0.19 |
Descriptive statistics
| Standard deviation | 111.1672423 |
|---|---|
| Coefficient of variation (CV) | 0.04731235178 |
| Kurtosis | 4.475126672 |
| Mean | 2349.645243 |
| Median Absolute Deviation (MAD) | 0.09 |
| Skewness | -2.544608793 |
| Sum | 376786761.5 |
| Variance | 12358.15576 |
| Value | Count | Frequency (%) | |
| 2388.09 | 5257 | 3.3% | |
| 2388.1 | 5232 | 3.3% | |
| 2388.07 | 5205 | 3.2% | |
| 2388.08 | 5143 | 3.2% | |
| 2388.11 | 5031 | 3.1% | |
| 2388.06 | 5028 | 3.1% | |
| 2388.05 | 4934 | 3.1% | |
| 2388.12 | 4913 | 3.1% | |
| 2388.04 | 4656 | 2.9% | |
| 2388.13 | 4483 | 2.8% | |
| Other values (557) | 110477 | 68.9% |
| Value | Count | Frequency (%) | |
| 2027.57 | 1 | < 0.1% | |
| 2027.6 | 1 | < 0.1% | |
| 2027.61 | 2 | < 0.1% | |
| 2027.64 | 1 | < 0.1% | |
| 2027.65 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2390.49 | 1 | < 0.1% | |
| 2390.48 | 1 | < 0.1% | |
| 2390.39 | 1 | < 0.1% | |
| 2390.38 | 1 | < 0.1% | |
| 2390.32 | 1 | < 0.1% |
| Distinct count | 20090 |
|---|---|
| Unique (%) | 12.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8088.950972443079 |
|---|---|
| Minimum | 7845.78 |
| Maximum | 8293.72 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 7845.78 |
|---|---|
| 5-th percentile | 7875.22 |
| Q1 | 8070.53 |
| median | 8118.59 |
| Q3 | 8139.41 |
| 95-th percentile | 8162.051 |
| Maximum | 8293.72 |
| Range | 447.94 |
| Interquartile range (IQR) | 68.88 |
Descriptive statistics
| Standard deviation | 80.62325701 |
|---|---|
| Coefficient of variation (CV) | 0.009967084395 |
| Kurtosis | 2.28395995 |
| Mean | 8088.950972 |
| Median Absolute Deviation (MAD) | 31.04 |
| Skewness | -1.733426856 |
| Sum | 1297136089 |
| Variance | 6500.109571 |
| Value | Count | Frequency (%) | |
| 8140.01 | 49 | < 0.1% | |
| 8138.89 | 48 | < 0.1% | |
| 8138.76 | 46 | < 0.1% | |
| 8140.6 | 45 | < 0.1% | |
| 8143.61 | 44 | < 0.1% | |
| 8138.31 | 43 | < 0.1% | |
| 8141 | 43 | < 0.1% | |
| 8137.48 | 42 | < 0.1% | |
| 8142.44 | 42 | < 0.1% | |
| 8135.85 | 42 | < 0.1% | |
| Other values (20080) | 159915 | 99.7% |
| Value | Count | Frequency (%) | |
| 7845.78 | 1 | < 0.1% | |
| 7848.36 | 1 | < 0.1% | |
| 7848.43 | 1 | < 0.1% | |
| 7849.26 | 1 | < 0.1% | |
| 7849.79 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 8293.72 | 1 | < 0.1% | |
| 8290.55 | 1 | < 0.1% | |
| 8290.25 | 1 | < 0.1% | |
| 8289.63 | 1 | < 0.1% | |
| 8288.26 | 1 | < 0.1% |
| Distinct count | 13124 |
|---|---|
| Unique (%) | 8.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.054746851751382 |
|---|---|
| Minimum | 8.1563 |
| Maximum | 11.0669 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 8.1563 |
|---|---|
| 5-th percentile | 8.3584 |
| Q1 | 8.43925 |
| median | 9.0301 |
| Q3 | 9.3442 |
| 95-th percentile | 10.8963 |
| Maximum | 11.0669 |
| Range | 2.9106 |
| Interquartile range (IQR) | 0.90495 |
Descriptive statistics
| Standard deviation | 0.7515810269 |
|---|---|
| Coefficient of variation (CV) | 0.08300409047 |
| Kurtosis | 1.038994429 |
| Mean | 9.054746852 |
| Median Absolute Deviation (MAD) | 0.4945 |
| Skewness | 1.312525089 |
| Sum | 1452010.15 |
| Variance | 0.56487404 |
| Value | Count | Frequency (%) | |
| 8.4303 | 75 | < 0.1% | |
| 8.4468 | 75 | < 0.1% | |
| 8.4128 | 74 | < 0.1% | |
| 8.4136 | 72 | < 0.1% | |
| 8.4309 | 72 | < 0.1% | |
| 8.4318 | 71 | < 0.1% | |
| 8.4391 | 71 | < 0.1% | |
| 8.4382 | 71 | < 0.1% | |
| 8.4392 | 70 | < 0.1% | |
| 8.4446 | 70 | < 0.1% | |
| Other values (13114) | 159638 | 99.6% |
| Value | Count | Frequency (%) | |
| 8.1563 | 1 | < 0.1% | |
| 8.1757 | 1 | < 0.1% | |
| 8.1787 | 1 | < 0.1% | |
| 8.1793 | 1 | < 0.1% | |
| 8.185 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 11.0669 | 1 | < 0.1% | |
| 11.0663 | 1 | < 0.1% | |
| 11.0657 | 1 | < 0.1% | |
| 11.0645 | 1 | < 0.1% | |
| 11.0642 | 1 | < 0.1% |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.2 MiB |
| 0.03 | |
|---|---|
| 0.02 |
| Value | Count | Frequency (%) | |
| 0.03 | 83152 | 51.9% | |
| 0.02 | 77207 | 48.1% |
| Distinct count | 58 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 360.6988008156698 |
|---|---|
| Minimum | 302 |
| Maximum | 400 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 302 |
|---|---|
| 5-th percentile | 307 |
| Q1 | 332 |
| median | 367 |
| Q3 | 392 |
| 95-th percentile | 395 |
| Maximum | 400 |
| Range | 98 |
| Interquartile range (IQR) | 60 |
Descriptive statistics
| Standard deviation | 31.02143012 |
|---|---|
| Coefficient of variation (CV) | 0.08600369629 |
| Kurtosis | -1.362355909 |
| Mean | 360.6988008 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | -0.342815659 |
| Sum | 57841299 |
| Variance | 962.3291266 |
| Value | Count | Frequency (%) | |
| 393 | 14527 | 9.1% | |
| 392 | 14431 | 9.0% | |
| 394 | 10281 | 6.4% | |
| 391 | 8820 | 5.5% | |
| 331 | 7931 | 4.9% | |
| 330 | 7103 | 4.4% | |
| 332 | 6879 | 4.3% | |
| 333 | 6495 | 4.1% | |
| 395 | 5973 | 3.7% | |
| 334 | 5580 | 3.5% | |
| Other values (48) | 72339 | 45.1% |
| Value | Count | Frequency (%) | |
| 302 | 3 | < 0.1% | |
| 303 | 38 | < 0.1% | |
| 304 | 378 | 0.2% | |
| 305 | 1694 | 1.1% | |
| 306 | 3868 | 2.4% |
| Value | Count | Frequency (%) | |
| 400 | 1 | < 0.1% | |
| 399 | 20 | < 0.1% | |
| 398 | 209 | 0.1% | |
| 397 | 1158 | 0.7% | |
| 396 | 3117 | 1.9% |
| Distinct count | 6 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2273.754039374154 |
|---|---|
| Minimum | 1915 |
| Maximum | 2388 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 1915 |
|---|---|
| 5-th percentile | 1915 |
| Q1 | 2212 |
| median | 2319 |
| Q3 | 2388 |
| 95-th percentile | 2388 |
| Maximum | 2388 |
| Range | 473 |
| Interquartile range (IQR) | 176 |
Descriptive statistics
| Standard deviation | 142.5131144 |
|---|---|
| Coefficient of variation (CV) | 0.06267745407 |
| Kurtosis | 1.464774864 |
| Mean | 2273.754039 |
| Median Absolute Deviation (MAD) | 69 |
| Skewness | -1.515307281 |
| Sum | 364616924 |
| Variance | 20309.98777 |
| Value | Count | Frequency (%) | |
| 2388 | 62633 | 39.1% | |
| 2212 | 28853 | 18.0% | |
| 2319 | 17320 | 10.8% | |
| 2324 | 17213 | 10.7% | |
| 2223 | 17199 | 10.7% | |
| 1915 | 17141 | 10.7% |
| Value | Count | Frequency (%) | |
| 1915 | 17141 | 10.7% | |
| 2212 | 28853 | 18.0% | |
| 2223 | 17199 | 10.7% | |
| 2319 | 17320 | 10.8% | |
| 2324 | 17213 | 10.7% |
| Value | Count | Frequency (%) | |
| 2388 | 62633 | 39.1% | |
| 2324 | 17213 | 10.7% | |
| 2319 | 17320 | 10.8% | |
| 2223 | 17199 | 10.7% | |
| 2212 | 28853 | 18.0% |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.2 MiB |
| 100 | |
|---|---|
| 84.93 | 17141 |
| Value | Count | Frequency (%) | |
| 100 | 143218 | 89.3% | |
| 84.93 | 17141 | 10.7% |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
| Distinct count | 676 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.9427085476961 |
|---|---|
| Minimum | 10.16 |
| Maximum | 39.89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 10.16 |
|---|---|
| 5-th percentile | 10.54 |
| Q1 | 14.33 |
| median | 24.92 |
| Q3 | 38.82 |
| 95-th percentile | 39.16 |
| Maximum | 39.89 |
| Range | 29.73 |
| Interquartile range (IQR) | 24.49 |
Descriptive statistics
| Standard deviation | 11.69142189 |
|---|---|
| Coefficient of variation (CV) | 0.4506631168 |
| Kurtosis | -1.682443318 |
| Mean | 25.94270855 |
| Median Absolute Deviation (MAD) | 13.78 |
| Skewness | -0.06933399254 |
| Sum | 4160146.8 |
| Variance | 136.6893459 |
| Value | Count | Frequency (%) | |
| 38.92 | 1187 | 0.7% | |
| 38.86 | 1176 | 0.7% | |
| 38.89 | 1163 | 0.7% | |
| 38.95 | 1157 | 0.7% | |
| 38.88 | 1146 | 0.7% | |
| 38.91 | 1146 | 0.7% | |
| 38.87 | 1144 | 0.7% | |
| 38.9 | 1139 | 0.7% | |
| 38.83 | 1135 | 0.7% | |
| 38.96 | 1132 | 0.7% | |
| Other values (666) | 148834 | 92.8% |
| Value | Count | Frequency (%) | |
| 10.16 | 1 | < 0.1% | |
| 10.18 | 2 | < 0.1% | |
| 10.19 | 2 | < 0.1% | |
| 10.2 | 1 | < 0.1% | |
| 10.21 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 39.89 | 2 | < 0.1% | |
| 39.85 | 1 | < 0.1% | |
| 39.84 | 2 | < 0.1% | |
| 39.82 | 4 | < 0.1% | |
| 39.81 | 2 | < 0.1% |
| Distinct count | 26659 |
|---|---|
| Unique (%) | 16.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.565700424672139 |
|---|---|
| Minimum | 6.0105 |
| Maximum | 23.9505 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 6.0105 |
|---|---|
| 5-th percentile | 6.3217 |
| Q1 | 8.6013 |
| median | 14.9535 |
| Q3 | 23.2946 |
| 95-th percentile | 23.4957 |
| Maximum | 23.9505 |
| Range | 17.94 |
| Interquartile range (IQR) | 14.6933 |
Descriptive statistics
| Standard deviation | 7.015066959 |
|---|---|
| Coefficient of variation (CV) | 0.4506746736 |
| Kurtosis | -1.682372314 |
| Mean | 15.56570042 |
| Median Absolute Deviation (MAD) | 8.268 |
| Skewness | -0.06936640449 |
| Sum | 2496100.154 |
| Variance | 49.21116443 |
| Value | Count | Frequency (%) | |
| 6.3664 | 35 | < 0.1% | |
| 23.3006 | 34 | < 0.1% | |
| 23.3222 | 33 | < 0.1% | |
| 23.4109 | 33 | < 0.1% | |
| 23.3923 | 32 | < 0.1% | |
| 23.3154 | 32 | < 0.1% | |
| 23.3434 | 31 | < 0.1% | |
| 23.272 | 31 | < 0.1% | |
| 23.3247 | 31 | < 0.1% | |
| 23.3304 | 31 | < 0.1% | |
| Other values (26649) | 160036 | 99.8% |
| Value | Count | Frequency (%) | |
| 6.0105 | 1 | < 0.1% | |
| 6.0804 | 1 | < 0.1% | |
| 6.0843 | 1 | < 0.1% | |
| 6.0918 | 1 | < 0.1% | |
| 6.1008 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 23.9505 | 1 | < 0.1% | |
| 23.9159 | 1 | < 0.1% | |
| 23.9154 | 1 | < 0.1% | |
| 23.9075 | 1 | < 0.1% | |
| 23.9022 | 1 | < 0.1% |
dataset
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.2 MiB |
| FD004 | |
|---|---|
| FD002 | |
| FD003 | |
| FD001 |
| Value | Count | Frequency (%) | |
| FD004 | 61249 | 38.2% | |
| FD002 | 53759 | 33.5% | |
| FD003 | 24720 | 15.4% | |
| FD001 | 20631 | 12.9% |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| unit_number | cycle_time | op_setting_1 | op_setting_2 | op_setting_3 | s1 | s2 | s3 | s4 | s5 | s6 | s7 | s8 | s9 | s10 | s11 | s12 | s13 | s14 | s15 | s16 | s17 | s18 | s19 | s20 | s21 | dataset | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 1 | -0.0005 | 0.0004 | 100.0 | 518.67 | 642.36 | 1583.23 | 1396.84 | 14.62 | 21.61 | 553.97 | 2387.96 | 9062.17 | 1.3 | 47.30 | 522.31 | 2388.01 | 8145.32 | 8.4246 | 0.03 | 391 | 2388 | 100.0 | 39.11 | 23.3537 | FD003 |
| 1 | 1 | 2 | 0.0008 | -0.0003 | 100.0 | 518.67 | 642.50 | 1584.69 | 1396.89 | 14.62 | 21.61 | 554.55 | 2388.00 | 9061.78 | 1.3 | 47.23 | 522.42 | 2388.03 | 8152.85 | 8.4403 | 0.03 | 392 | 2388 | 100.0 | 38.99 | 23.4491 | FD003 |
| 2 | 1 | 3 | -0.0014 | -0.0002 | 100.0 | 518.67 | 642.18 | 1582.35 | 1405.61 | 14.62 | 21.61 | 554.43 | 2388.03 | 9070.23 | 1.3 | 47.22 | 522.03 | 2388.00 | 8150.17 | 8.3901 | 0.03 | 391 | 2388 | 100.0 | 38.85 | 23.3669 | FD003 |
| 3 | 1 | 4 | -0.0020 | 0.0001 | 100.0 | 518.67 | 642.92 | 1585.61 | 1392.27 | 14.62 | 21.61 | 555.21 | 2388.00 | 9064.57 | 1.3 | 47.24 | 522.49 | 2388.08 | 8146.56 | 8.3878 | 0.03 | 392 | 2388 | 100.0 | 38.96 | 23.2951 | FD003 |
| 4 | 1 | 5 | 0.0016 | 0.0000 | 100.0 | 518.67 | 641.68 | 1588.63 | 1397.65 | 14.62 | 21.61 | 554.74 | 2388.04 | 9076.14 | 1.3 | 47.15 | 522.58 | 2388.03 | 8147.80 | 8.3869 | 0.03 | 392 | 2388 | 100.0 | 39.14 | 23.4583 | FD003 |
| 5 | 1 | 6 | 0.0011 | -0.0005 | 100.0 | 518.67 | 642.24 | 1584.09 | 1400.01 | 14.62 | 21.61 | 554.75 | 2388.00 | 9074.98 | 1.3 | 47.07 | 522.42 | 2388.02 | 8144.92 | 8.4152 | 0.03 | 393 | 2388 | 100.0 | 38.92 | 23.4281 | FD003 |
| 6 | 1 | 7 | -0.0038 | 0.0002 | 100.0 | 518.67 | 642.58 | 1585.61 | 1401.09 | 14.62 | 21.61 | 554.58 | 2388.04 | 9074.65 | 1.3 | 47.38 | 522.46 | 2388.02 | 8147.05 | 8.3842 | 0.03 | 391 | 2388 | 100.0 | 38.84 | 23.4087 | FD003 |
| 7 | 1 | 8 | -0.0007 | -0.0005 | 100.0 | 518.67 | 642.32 | 1588.32 | 1397.08 | 14.62 | 21.60 | 554.85 | 2388.06 | 9063.54 | 1.3 | 47.31 | 522.10 | 2387.97 | 8157.34 | 8.4190 | 0.03 | 391 | 2388 | 100.0 | 39.05 | 23.4590 | FD003 |
| 8 | 1 | 9 | -0.0026 | 0.0000 | 100.0 | 518.67 | 641.64 | 1587.81 | 1406.51 | 14.62 | 21.61 | 554.13 | 2388.04 | 9067.20 | 1.3 | 47.31 | 521.83 | 2388.01 | 8147.20 | 8.4091 | 0.03 | 392 | 2388 | 100.0 | 38.99 | 23.4693 | FD003 |
| 9 | 1 | 10 | 0.0019 | -0.0002 | 100.0 | 518.67 | 642.42 | 1587.39 | 1402.25 | 14.62 | 21.61 | 554.78 | 2387.99 | 9070.04 | 1.3 | 47.35 | 521.96 | 2387.99 | 8152.86 | 8.3987 | 0.03 | 391 | 2388 | 100.0 | 38.94 | 23.4781 | FD003 |
Last rows
| unit_number | cycle_time | op_setting_1 | op_setting_2 | op_setting_3 | s1 | s2 | s3 | s4 | s5 | s6 | s7 | s8 | s9 | s10 | s11 | s12 | s13 | s14 | s15 | s16 | s17 | s18 | s19 | s20 | s21 | dataset | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 160349 | 100 | 191 | -0.0005 | -0.0000 | 100.0 | 518.67 | 643.69 | 1610.87 | 1427.19 | 14.62 | 21.61 | 551.78 | 2388.26 | 9068.90 | 1.3 | 48.07 | 519.80 | 2388.28 | 8143.56 | 8.5092 | 0.03 | 398 | 2388 | 100.0 | 38.39 | 23.1218 | FD001 |
| 160350 | 100 | 192 | -0.0009 | 0.0001 | 100.0 | 518.67 | 643.53 | 1601.23 | 1419.48 | 14.62 | 21.61 | 551.14 | 2388.17 | 9060.45 | 1.3 | 48.18 | 520.59 | 2388.21 | 8143.46 | 8.4892 | 0.03 | 397 | 2388 | 100.0 | 38.56 | 23.0770 | FD001 |
| 160351 | 100 | 193 | -0.0001 | 0.0002 | 100.0 | 518.67 | 643.09 | 1599.81 | 1428.93 | 14.62 | 21.61 | 552.04 | 2388.29 | 9067.57 | 1.3 | 48.19 | 520.11 | 2388.19 | 8142.02 | 8.5424 | 0.03 | 397 | 2388 | 100.0 | 38.47 | 23.0230 | FD001 |
| 160352 | 100 | 194 | -0.0011 | 0.0003 | 100.0 | 518.67 | 643.72 | 1597.29 | 1427.41 | 14.62 | 21.61 | 551.99 | 2388.23 | 9068.85 | 1.3 | 48.12 | 519.55 | 2388.22 | 8139.67 | 8.5215 | 0.03 | 394 | 2388 | 100.0 | 38.38 | 23.1324 | FD001 |
| 160353 | 100 | 195 | -0.0002 | -0.0001 | 100.0 | 518.67 | 643.41 | 1600.04 | 1431.90 | 14.62 | 21.61 | 551.42 | 2388.23 | 9069.69 | 1.3 | 48.22 | 519.71 | 2388.28 | 8142.90 | 8.5519 | 0.03 | 394 | 2388 | 100.0 | 38.14 | 23.1923 | FD001 |
| 160354 | 100 | 196 | -0.0004 | -0.0003 | 100.0 | 518.67 | 643.49 | 1597.98 | 1428.63 | 14.62 | 21.61 | 551.43 | 2388.19 | 9065.52 | 1.3 | 48.07 | 519.49 | 2388.26 | 8137.60 | 8.4956 | 0.03 | 397 | 2388 | 100.0 | 38.49 | 22.9735 | FD001 |
| 160355 | 100 | 197 | -0.0016 | -0.0005 | 100.0 | 518.67 | 643.54 | 1604.50 | 1433.58 | 14.62 | 21.61 | 550.86 | 2388.23 | 9065.11 | 1.3 | 48.04 | 519.68 | 2388.22 | 8136.50 | 8.5139 | 0.03 | 395 | 2388 | 100.0 | 38.30 | 23.1594 | FD001 |
| 160356 | 100 | 198 | 0.0004 | 0.0000 | 100.0 | 518.67 | 643.42 | 1602.46 | 1428.18 | 14.62 | 21.61 | 550.94 | 2388.24 | 9065.90 | 1.3 | 48.09 | 520.01 | 2388.24 | 8141.05 | 8.5646 | 0.03 | 398 | 2388 | 100.0 | 38.44 | 22.9333 | FD001 |
| 160357 | 100 | 199 | -0.0011 | 0.0003 | 100.0 | 518.67 | 643.23 | 1605.26 | 1426.53 | 14.62 | 21.61 | 550.68 | 2388.25 | 9073.72 | 1.3 | 48.39 | 519.67 | 2388.23 | 8139.29 | 8.5389 | 0.03 | 395 | 2388 | 100.0 | 38.29 | 23.0640 | FD001 |
| 160358 | 100 | 200 | -0.0032 | -0.0005 | 100.0 | 518.67 | 643.85 | 1600.38 | 1432.14 | 14.62 | 21.61 | 550.79 | 2388.26 | 9061.48 | 1.3 | 48.20 | 519.30 | 2388.26 | 8137.33 | 8.5036 | 0.03 | 396 | 2388 | 100.0 | 38.37 | 23.0522 | FD001 |